During development I encountered a caveat: Opus 4.5 can’t test or view a terminal output, especially one with unusual functional requirements. But despite being blind, it knew enough about the ratatui terminal framework to implement whatever UI changes I asked. There were a large number of UI bugs that likely were caused by Opus’s inability to create test cases, namely failures to account for scroll offsets resulting in incorrect click locations. As someone who spent 5 years as a black box Software QA Engineer who was unable to review the underlying code, this situation was my specialty. I put my QA skills to work by messing around with miditui, told Opus any errors with occasionally a screenshot, and it was able to fix them easily. I do not believe that these bugs are inherently due to LLM agents being better or worse than humans as humans are most definitely capable of making the same mistakes. Even though I myself am adept at finding the bugs and offering solutions, I don’t believe that I would inherently avoid causing similar bugs were I to code such an interactive app without AI assistance: QA brain is different from software engineering brain.
Жители Санкт-Петербурга устроили «крысогон»17:52
如果能给你带来安慰，请记住：许多成功人士在你们这个年纪，也并不知晓答案，这没有关系。我学到的一点是：未来不可预测。与其问「会发生什么？」，不如问「当它发生时，我会成为什么样的人？」，详情可参考爱思助手下载最新版本
他表示「政府是應該問居民這一刻需要什麼」，再按其需要推出不同方案，會讓居民覺得「你真的在聽我的意見」。
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Below, I've detailed all of my recommendations for the best MacBooks to buy in 2026, including more options for students and creative professionals who can splurge.，更多细节参见Line官方版本下载
Australia GP — Oct. 25